{"id":"W4400422891","doi":"10.3390/nano14131163","title":"Catalytic Ozonation of Pharmaceuticals Using CeO2-CeTiOx-Doped Crossflow Ultrafiltration Ceramic Membranes","year":2024,"lang":"en","type":"article","venue":"Nanomaterials","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission; Centres de Recerca de Catalunya; Canadian Institute for Advanced Research","keywords":"Membrane; Chemical engineering; Ultrafiltration (renal); Ceramic membrane; Ceramic; Materials science; Nanofiltration; Adsorption; Effluent; Catalysis; Leaching (pedology); Chemistry; Chromatography; Environmental engineering; Organic chemistry; Composite material; Environmental science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004546437,0.0002389168,0.0004117328,0.0002361191,0.00007999598,0.0002071618,0.0001997796,0.0001589017,0.0003596962],"category_scores_gemma":[0.0001096891,0.0002266511,0.0001072044,0.0003718458,0.000115813,0.00057927,0.00003869684,0.0000678128,0.0000700348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001560813,"about_ca_system_score_gemma":0.00009505945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003690369,"about_ca_topic_score_gemma":0.00001141697,"domain_scores_codex":[0.9981843,0.000126695,0.000723657,0.0003956965,0.0002942583,0.0002754547],"domain_scores_gemma":[0.9991525,0.0001574052,0.0001658235,0.0003388631,0.0001264889,0.00005896724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004669759,0.00004169126,0.00001125691,0.0003456471,0.00006128523,0.000009845721,0.0001709876,0.003232078,0.9896396,0.004387091,0.00003602204,0.002017733],"study_design_scores_gemma":[0.0002153246,0.00002858398,0.00002816062,0.0001066075,0.0001168119,0.00003193011,0.00001784695,0.009503224,0.9831,0.001824124,0.004798708,0.0002287057],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921261,0.0008447943,0.002962096,0.00002969085,0.0009239856,0.0005729867,0.0001151973,0.0006495933,0.001775549],"genre_scores_gemma":[0.9971166,0.0001568011,0.001829263,0.00002836252,0.000229625,0.00007904186,0.0002468202,0.00006464696,0.0002488627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006539693,"threshold_uncertainty_score":0.9242563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03789147607353678,"score_gpt":0.3496213810870242,"score_spread":0.3117299050134874,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}